{"id":"W4312431447","doi":"10.1007/978-3-031-11686-5_5","title":"Search-Based Variability Model Synthesis from Variant Configurations","year":2022,"lang":"en","type":"book-chapter","venue":"","topic":"Advanced Software Engineering Methodologies","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Exploit; Computer science; Software product line; Source code; Software; Reverse engineering; Process (computing); Data mining; Software development","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001029076,0.000389668,0.0004995797,0.0001759365,0.0001980934,0.00009788212,0.001589432,0.0002412633,0.002202132],"category_scores_gemma":[0.001182177,0.0003894997,0.0001958044,0.00007128678,0.0001080985,0.0002792014,0.0005887857,0.0006969522,0.00005540013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000293564,"about_ca_system_score_gemma":0.0005099103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005235548,"about_ca_topic_score_gemma":0.000003067872,"domain_scores_codex":[0.9975921,0.0001920816,0.0003978544,0.0009618662,0.0005504154,0.0003057018],"domain_scores_gemma":[0.9904094,0.007308339,0.0001159948,0.001924535,0.0001199286,0.0001218524],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000002634054,0.000009542237,1.629681e-7,0.000008954828,0.00002956531,0.00001886862,0.00003347659,0.4445925,0.00004845085,0.5511715,0.0001271331,0.003957249],"study_design_scores_gemma":[0.00006885237,0.00001966375,0.00000396128,0.00002099764,0.00002779849,0.000002524285,0.000001620086,0.5567713,0.0004238859,0.4342184,0.007996232,0.0004446996],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[5.516747e-7,0.00003595492,0.8448507,0.0004945575,0.0003346135,0.000238196,0.0002399556,0.001166039,0.1526394],"genre_scores_gemma":[0.000687485,0.00001839973,0.9621642,0.0002217274,0.0000498677,0.00009291725,0.00004464388,0.00005287771,0.03666788],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1173135,"threshold_uncertainty_score":0.9998557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07546735035677052,"score_gpt":0.2765744909726711,"score_spread":0.2011071406159006,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}